Speaker identification through artificial intelligence techniques: A comprehensive review and research challenges

R Jahangir, YW Teh, HF Nweke, G Mujtaba… - Expert Systems with …, 2021 - Elsevier
Speech is a powerful medium of communication that always convey rich and useful
information, such as gender, accent, and other unique characteristics of a speaker. These …

Speaker verification with short utterances: a review of challenges, trends and opportunities

A Poddar, M Sahidullah, G Saha - IET Biometrics, 2018 - Wiley Online Library
Automatic speaker verification (ASV) technology now reports a reasonable level of accuracy
in its applications in voice‐based biometric systems. However, it requires adequate amount …

[HTML][HTML] Text-dependent speaker verification: Classifiers, databases and RSR2015

A Larcher, KA Lee, B Ma, H Li - Speech Communication, 2014 - Elsevier
The RSR2015 database, designed to evaluate text-dependent speaker verification systems
under different durations and lexical constraints has been collected and released by the …

A study of interspeaker variability in speaker verification

P Kenny, P Ouellet, N Dehak, V Gupta… - … on Audio, Speech …, 2008 - ieeexplore.ieee.org
We propose a new approach to the problem of estimating the hyperparameters which define
the interspeaker variability model in joint factor analysis. We tested the proposed estimation …

PLDA based speaker recognition on short utterances

A Kanagasundaram, R Vogt, D Dean… - Proceedings of The …, 2012 - eprints.qut.edu.au
This paper investigates the effects of limited speech data in the context of speaker
verification using a probabilistic linear discriminant analysis (PLDA) approach. Being able to …

Improving short utterance i-vector speaker verification using utterance variance modelling and compensation techniques

A Kanagasundaram, D Dean, S Sridharan… - Speech …, 2014 - Elsevier
This paper proposes techniques to improve the performance of i-vector based speaker
verification systems when only short utterances are available. Short-length utterance i …

I-vectors in the context of phonetically-constrained short utterances for speaker verification

A Larcher, PM Bousquet, KA Lee… - … , Speech and Signal …, 2012 - ieeexplore.ieee.org
Short speech duration remains a critical factor of performance degradation when deploying
a speaker verification system. To overcome this difficulty, a large number of commercial …

A study of x-vector based speaker recognition on short utterances

A Kanagasundaram, S Sridharan… - Proceedings of the …, 2019 - eprints.qut.edu.au
The aim of this work is to gain insights into how the deep neural network (DNN) models
should be trained for short utterance evaluation conditions in an x-vector based speaker …

Phonetically-constrained PLDA modeling for text-dependent speaker verification with multiple short utterances

A Larcher, KA Lee, B Ma, H Li - 2013 IEEE International …, 2013 - ieeexplore.ieee.org
The importance of phonetic variability for short duration speaker verification is widely
acknowledged. This paper assesses the performance of Probabilistic Linear Discriminant …

Improving short utterance speaker recognition by modeling speech unit classes

L Li, D Wang, C Zhang, TF Zheng - IEEE/ACM Transactions on …, 2016 - ieeexplore.ieee.org
Short utterance speaker recognition (SUSR) is highly challenging due to the limited
enrollment and/or test data. We argue that the difficulty can be largely attributed to the …